"More coffee?" Sarah's neighbor, Mrs. Henderson, shouted over the cacophony. Sarah refused to make eye contact, busying herself with meticulously arranging her collection of antique teacups. The offer was a peace offering, a blatant attempt to break down her defenses.

Sarah pursed her lips, a familiar heat rising in her chest. She took a small sip of her tea, savoring the floral notes, and pretended not to hear. Mrs. Henderson wouldn't get the satisfaction of a response, of any concession. The noise was awful, absolutely, but she wasn't backing down.

Later, she pulled a book from the shelf and buried herself in the pages, the words a shield against the rising construction racket. She’d read every page. Every word. She'd pretend it wasn't happening.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391